Observatorio de I+D+i UPM

Memorias de investigación
Book chapters:
Covariates selection for predicting collisions and run-off accidents in Spanish interurban network using tree-based models
Year:2016
Research Areas
  • Engineering
Information
Abstract
In this work we use classification tree based-models for pattern identification and analysis as well as prediction of accident typology in 2010, 2011 and 2012 years in the Spanish interurban roads. The models are mainly used to describe and understand the underlying relationship between accident type and predictor variables comprising functional road type, accident scenario characteristics as well as traffic information as the average speed of light vehicles; second for fitting a model with high prediction accuracy of new cases, and third for extracting if-then rules from a small group of predictors so that some clusters are obtained associated to the accident type (run-off-road collision and collision between two vehicles travelling in opposite directions).
International
No
Book Edition
1
Book Publishing
FUNDACIÓN GENERAL DE LA UPM
ISBN
978-84-16397-46-4
Series
Book title
Proceedings of the First Symposium SEGVAUTO-TRIES-CM. Technologies for a Safe, Accessible and Sustainable Mobility. R&D+I in Automotive: RESULTS
From page
123
To page
127
Participants
  • Autor: Bahar Dadashova (Texas A)
  • Autor: Blanca del Valle Arenas Ramirez (UPM)
  • Autor: Jose Manuel Mira Mcwilliams (UPM)
  • Autor: Francisco Aparicio Izquierdo (UPM)
Research Group, Departaments and Institutes related
  • Creador: Grupo de Investigación: Grupo de Inv. en Seguridad e Impacto Medioambiental de Vehículos y Transportes (GIVET)
  • Centro o Instituto I+D+i: Instituto Universitario de Investigación del Automóvil (INSIA)
  • Grupo de Investigación: Estadística computacional y Modelado estocástico
  • Departamento: Ingeniería Mecánica
  • Departamento: Ingeniería de Organización, Administración de Empresas y Estadística
S2i 2019 Observatorio de investigación @ UPM con la colaboración del Consejo Social UPM
Cofinanciación del MINECO en el marco del Programa INNCIDE 2011 (OTR-2011-0236)
Cofinanciación del MINECO en el marco del Programa INNPACTO (IPT-020000-2010-22)